The method of proper orthogonal decomposition for dynamical characterization and order reduction of mechanical systems: an overview

G Kerschen, J Golinval, AF Vakakis, LA Bergman - Nonlinear dynamics, 2005 - Springer
Modal analysis is used extensively for understanding the dynamic behavior of structures.
However, a major concern for structural dynamicists is that its validity is limited to linear …

Nonlinear and robust control of PDE systems: Methods and applications to transport-reaction processes

PD Christofides, J Chow - Appl. Mech. Rev., 2002 - asmedigitalcollection.asme.org
The author attempts to portray the ideas and general principles of the theory of materials
within the framework of phenomenological continuum mechanics. It is a well-written rigorous …

Data-driven discovery of intrinsic dynamics

D Floryan, MD Graham - Nature Machine Intelligence, 2022 - nature.com
Dynamical models underpin our ability to understand and predict the behaviour of natural
systems. Whether dynamical models are developed from first-principles derivations or from …

A new look at proper orthogonal decomposition

M Rathinam, LR Petzold - SIAM Journal on Numerical Analysis, 2003 - SIAM
We investigate some basic properties of the proper orthogonal decomposition (POD)
method as it is applied to data compression and model reduction of finite dimensional …

Modeling of distributed parameter systems for applications—A synthesized review from time–space separation

HX Li, C Qi - Journal of Process Control, 2010 - Elsevier
Many industrial processes belong to distributed parameter systems (DPS) that have strong
spatial–temporal dynamics. Modeling of DPS is difficult but essential to simulation, control …

Generating efficient dynamical models for microelectromechanical systems from a few finite-element simulation runs

ES Hung, SD Senturia - Journal of Microelectromechanical …, 1999 - ieeexplore.ieee.org
In this paper, we demonstrate how efficient low-order dynamical models for
micromechanical devices can be constructed using data from a few runs of fully meshed but …

Proper orthogonal decomposition (POD) of a class of vibroimpact oscillations

MFA Azeez, AF Vakakis - Journal of Sound and vibration, 2001 - Elsevier
This study employs the method of proper orthogonal decomposition (POD), also known as
the Karhunen–Loeve (K–L) method, to extract dominant coherent structures (modes that …

Particle image velocimetry measurements of a backward-facing step flow

J Kostas, J Soria, M Chong - Experiments in fluids, 2002 - Springer
Particle image velocimetry (PIV) measurements were carried out on a backward-facing step
flow at a Reynolds number of Re h= U∞ h/ν= 4,660 (based on step height and freestream …

Finite-dimensional approximation and control of non-linear parabolic PDE systems

J Baker, PD Christofides - International Journal of Control, 2000 - Taylor & Francis
This article proposes a rigorous and practical methodology for the derivation of accurate
finite-dimensional approximations and the synthesis of non-linear output feedback …

A comparison between snapshot POD analysis of PIV velocity and vorticity data

J Kostas, J Soria, MS Chong - Experiments in fluids, 2005 - Springer
Proper orthogonal decomposition (POD) was performed on both the fluctuating velocity and
vorticity fields of a backward-facing step (BFS) flow at Reynolds numbers of 580 and 4,660 …